{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "99197917-9c81-4922-ae4c-805a1f63ee7f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "WARNING:tensorflow:From D:\\anaconda3\\envs\\tf_cpu\\lib\\site-packages\\keras\\src\\losses.py:2976: The name tf.losses.sparse_softmax_cross_entropy is deprecated. Please use tf.compat.v1.losses.sparse_softmax_cross_entropy instead.\n",
      "\n",
      "TensorFlow 版本: 2.15.0\n",
      "Scikit-Learn 版本: 1.6.1\n",
      "Keras 版本: 2.15.0\n"
     ]
    }
   ],
   "source": [
    "import tensorflow as tf\n",
    "print(\"TensorFlow 版本:\", tf.__version__)  # 应输出 2.15.0\n",
    "\n",
    "import sklearn\n",
    "print(\"Scikit-Learn 版本:\", sklearn.__version__)  # 应输出类似 1.2.2\n",
    "\n",
    "# from tensorflow import keras\n",
    "# print(\"Keras 版本:\", keras.__version__)  # 应输出 2.15.0\n",
    "import tensorflow as tf\n",
    "print(\"Keras 版本:\", tf.__version__)  # 正确写法"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "e8ad3414-77a6-48e9-8a2a-b1da201470fb",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Arad 8.06225774829855\n",
      "Zerind 9.899494936611665\n",
      "Sibiu 5.656854249492381\n",
      "Timisoara 7.280109889280518\n",
      "Oradea 8.602325267042627\n",
      "Fagaras 4.47213595499958\n",
      "Rimnicu 4.0\n",
      "Lugoj 7.0710678118654755\n",
      "Bucharest 0.0\n",
      "Pitesti 2.0\n",
      "Mehadia 7.615773105863909\n",
      "Craiova 4.242640687119285\n",
      "Drobeta 5.830951894845301\n",
      "Urziceni 2.23606797749979\n",
      "Giurgiu 3.0\n",
      "Vaslui 3.0\n",
      "Iasi 4.47213595499958\n",
      "Neamt 7.615773105863909\n",
      "Hirsova 2.23606797749979\n",
      "Eforie 4.242640687119285\n",
      "Arad 0\n",
      "Arad-Sibiu 140\n",
      "Arad-Sibiu-Rimnicu 220\n",
      "Arad-Sibiu-Rimnicu-Pitesti 317\n",
      "Arad-Sibiu-Rimnicu-Pitesti-Bucharest 418\n",
      "Arad-Sibiu-Rimnicu-Pitesti-Bucharest-Urziceni 503\n",
      "Arad-Sibiu-Rimnicu-Pitesti-Bucharest-Urziceni-Hirsova 601\n",
      "Arad-Sibiu-Rimnicu-Pitesti-Bucharest-Urziceni-Vaslui 645\n",
      "Arad-Sibiu-Rimnicu-Pitesti-Bucharest-Giurgiu 508\n",
      "Arad-Sibiu-Rimnicu-Pitesti-Bucharest-Urziceni-Hirsova-Eforie 687\n",
      "Arad-Sibiu-Rimnicu-Craiova 366\n",
      "Arad-Sibiu-Rimnicu-Pitesti-Bucharest-Urziceni-Vaslui-Iasi 737\n",
      "Arad-Sibiu-Fagaras 239\n",
      "Arad-Sibiu-Rimnicu-Craiova-Drobeta 486\n",
      "Arad-Timisoara 118\n",
      "Arad-Timisoara-Lugoj 229\n",
      "Arad-Sibiu-Rimnicu-Craiova-Drobeta-Mehadia 561\n",
      "Arad-Sibiu-Rimnicu-Pitesti-Bucharest-Urziceni-Vaslui-Iasi-Neamt 824\n",
      "Arad-Sibiu-Oradea 291\n",
      "Arad-Zerind 75\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 960x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import random\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "\n",
    "import networkx as nx\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "from collections import deque\n",
    "\n",
    "class Thing:\n",
    "    def __init__(self, name=''):\n",
    "        self.name = name\n",
    "    def __repr__(self):\n",
    "        return self.name\n",
    "\n",
    "class Problem(Thing):\n",
    "    def __init__(self, name):\n",
    "        super().__init__(name)\n",
    "\n",
    "class Node(Thing):\n",
    "    def __init__(self, name, children=None, loc=None, state=-1, order=-1):\n",
    "        super().__init__(name)\n",
    "        self.children = children if children is not None else {}\n",
    "        self.loc = loc\n",
    "        self.state = state\n",
    "        self.order = order\n",
    "    def add_child(self, child_name, child_weight):\n",
    "        self.children[child_name] = child_weight\n",
    "\n",
    "class Graph(Thing):\n",
    "    def __init__(self, name):\n",
    "        super().__init__(name)\n",
    "        self.node_list = []\n",
    "        self.node_map = {}\n",
    "\n",
    "    def add_node(self, node):\n",
    "        self.node_list.append(node)  # 如果我们希望node实际有一个位置属性，这里可变\n",
    "        self.node_map[node.name] = node\n",
    "\n",
    "    def draw(self, font_size=10, k_layout=0.1):\n",
    "        plt.rcdefaults()\n",
    "        plt.rcParams['figure.dpi'] = 150\n",
    "        g = nx.DiGraph()\n",
    "        # g = nx.Graph()\n",
    "        edges = []\n",
    "        edges_map = {}\n",
    "        for node in self.node_list:\n",
    "            for key, val in node.children.items():\n",
    "                edges.append((node.name, key, 1 / val))\n",
    "                edges_map[(node.name, key)] = val\n",
    "        g.add_weighted_edges_from(edges)\n",
    "        # {'':(x,y)}\n",
    "        pos_map = {}\n",
    "        nodes_label = {}\n",
    "        for node in self.node_list:\n",
    "            if node.loc is not None:\n",
    "                pos_map[node.name] = node.loc\n",
    "            nodes_label[node.name] = node.name + \"\\n\" + str(node.state) + \":\" + str(node.order)\n",
    "        # print(pos_map)\n",
    "\n",
    "\n",
    "\n",
    "        rand_seed = random.randint(1, 1000)\n",
    "        if len(pos_map) > 0:\n",
    "            locs = nx.spring_layout(g, pos=pos_map, fixed=pos_map.keys(), seed=rand_seed, k=k_layout)\n",
    "        else:\n",
    "            locs = nx.spring_layout(g, seed=rand_seed, k=k_layout)\n",
    "        # print(locs)\n",
    "        color_arr = []\n",
    "        for node_g in g.nodes:\n",
    "            color_arr.append(self.node_map[node_g].state)\n",
    "        nx.draw_networkx_nodes(g, pos=locs,\n",
    "                               node_size=800,\n",
    "                               node_color=color_arr,\n",
    "                               cmap=plt.cm.cool)  # { 1,2,3,4}\n",
    "        nx.draw_networkx_labels(g, pos=locs,\n",
    "                                labels=nodes_label,  # {'Arad': 'Arad\\nconst-n'}\n",
    "                                font_size=font_size,\n",
    "                                font_color='black')\n",
    "\n",
    "        nx.draw_networkx_edges(g, pos=locs,)\n",
    "        nx.draw_networkx_edge_labels(g, pos=locs,\n",
    "                                     edge_labels=edges_map,\n",
    "                                     font_size=font_size - 1)  # {(start, end):1}\n",
    "\n",
    "class RomaniaProblemGraph(Graph, Problem):\n",
    "    def __init__(self, name):\n",
    "        super().__init__(name)\n",
    "        romania_nodes = pd.read_csv(\"./data/romania_nodes.csv\")  # 此处读入数据文件时在双引号中输入数据文件保存在电脑中的路径，注意用斜杠/\n",
    "        romania_edges = pd.read_csv(\"./data/romania_edges.csv\")\n",
    "        for idx, (s, e, w) in romania_edges.iterrows():\n",
    "            self.add_edge((s, e, w))\n",
    "        for idx, (s, x, y) in romania_nodes.iterrows():\n",
    "            if not np.isnan(x) or not np.isnan(y):\n",
    "                self.node_map[s].loc = (x, y)\n",
    "\n",
    "    def add_edge(self, edge):\n",
    "        if edge[0] in self.node_map:\n",
    "            node_0 = self.node_map[edge[0]]\n",
    "        else:\n",
    "            node_0 = Node(edge[0])\n",
    "            self.add_node(node_0)\n",
    "        if edge[1] in self.node_map:\n",
    "            node_1 = self.node_map[edge[1]]\n",
    "        else:\n",
    "            node_1 = Node(edge[1])\n",
    "            self.add_node(node_1)\n",
    "        node_0.add_child(node_1.name, edge[2])\n",
    "        node_1.add_child(node_0.name, edge[2])\n",
    "\n",
    "problem = RomaniaProblemGraph('Bucharest')\n",
    "problem.draw(font_size=7, k_layout=0.3)\n",
    "\n",
    "bx, by = problem.node_map['Bucharest'].loc[0], problem.node_map['Bucharest'].loc[1]\n",
    "for node in problem.node_list:\n",
    "    disx, disy = node.loc[0] - bx, node.loc[1] - by\n",
    "    node.hx = np.sqrt(disx * disx + disy * disy)\n",
    "    print(node.name, node.hx)\n",
    "\n",
    "# 贪心\n",
    "problem = RomaniaProblemGraph(\"Bucharest\")\n",
    "bx, by = problem.node_map['Bucharest'].loc[0], problem.node_map['Bucharest'].loc[1]\n",
    "for node in problem.node_list:\n",
    "    disx, disy = node.loc[0] - bx, node.loc[1] - by\n",
    "    node.hx = np.sqrt(disx * disx + disy * disy)\n",
    "\n",
    "unvisited_nodes = []\n",
    "unvisited_nodes.append(problem.node_map['Arad'])\n",
    "\n",
    "problem.node_map['Arad'].state = 0\n",
    "problem.node_map['Arad'].path = 'Arad'\n",
    "order = 1\n",
    "\n",
    "while len(unvisited_nodes) > 0:\n",
    "    unvisited_nodes.sort(key=lambda n: -n.hx)\n",
    "    visiting_node = unvisited_nodes.pop()\n",
    "    visiting_node.order = order\n",
    "    order = order + 1\n",
    "\n",
    "    for child_name, path_cost in visiting_node.children.items():\n",
    "        child_node = problem.node_map[child_name]\n",
    "        if child_node.state == -1:\n",
    "            child_node.state = visiting_node.state + path_cost\n",
    "            child_node.path = visiting_node.path + \"-\" + child_node.name\n",
    "            unvisited_nodes.append(child_node)\n",
    "    print(visiting_node.path, visiting_node.state)\n",
    "    \n",
    "\n",
    "problem.draw(font_size=7, k_layout=0.3)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "9472411f-3e76-4b38-89a3-c1dce6dd1e85",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Arad 8.06225774829855\n",
      "Zerind 9.899494936611665\n",
      "Sibiu 5.656854249492381\n",
      "Timisoara 7.280109889280518\n",
      "Oradea 8.602325267042627\n",
      "Fagaras 4.47213595499958\n",
      "Rimnicu 4.0\n",
      "Lugoj 7.0710678118654755\n",
      "Bucharest 0.0\n",
      "Pitesti 2.0\n",
      "Mehadia 7.615773105863909\n",
      "Craiova 4.242640687119285\n",
      "Drobeta 5.830951894845301\n",
      "Urziceni 2.23606797749979\n",
      "Giurgiu 3.0\n",
      "Vaslui 3.0\n",
      "Iasi 4.47213595499958\n",
      "Neamt 7.615773105863909\n",
      "Hirsova 2.23606797749979\n",
      "Eforie 4.242640687119285\n",
      "700 Arad 0 700\n",
      "700 Arad 0 700\n",
      "700 Arad 0 700\n",
      "540 Arad-Sibiu 140 400\n",
      "540 Arad-Sibiu 140 400\n",
      "540 Arad-Sibiu 140 400\n",
      "540 Arad-Sibiu 140 400\n",
      "620 Arad-Sibiu-Rimnicu 220 400\n",
      "620 Arad-Sibiu-Rimnicu 220 400\n",
      "620 Arad-Sibiu-Rimnicu 220 400\n",
      "517 Arad-Sibiu-Rimnicu-Pitesti 317 200\n",
      "517 Arad-Sibiu-Rimnicu-Pitesti 317 200\n",
      "517 Arad-Sibiu-Rimnicu-Pitesti 317 200\n",
      "418 Arad-Sibiu-Rimnicu-Pitesti-Bucharest 418 0\n",
      "418 Arad-Sibiu-Rimnicu-Pitesti-Bucharest 418 0\n",
      "418 Arad-Sibiu-Rimnicu-Pitesti-Bucharest 418 0\n",
      "418 Arad-Sibiu-Rimnicu-Pitesti-Bucharest 418 0\n",
      "639 Arad-Sibiu-Fagaras 239 400\n",
      "639 Arad-Sibiu-Fagaras 239 400\n",
      "666 Arad-Sibiu-Rimnicu-Craiova 366 300\n",
      "666 Arad-Sibiu-Rimnicu-Craiova 366 300\n",
      "666 Arad-Sibiu-Rimnicu-Craiova 366 300\n",
      "703 Arad-Sibiu-Rimnicu-Pitesti-Bucharest-Urziceni 503 200\n",
      "703 Arad-Sibiu-Rimnicu-Pitesti-Bucharest-Urziceni 503 200\n",
      "703 Arad-Sibiu-Rimnicu-Pitesti-Bucharest-Urziceni 503 200\n",
      "775 Arad-Zerind 75 700\n",
      "775 Arad-Zerind 75 700\n",
      "801 Arad-Sibiu-Rimnicu-Pitesti-Bucharest-Urziceni-Hirsova 601 200\n",
      "801 Arad-Sibiu-Rimnicu-Pitesti-Bucharest-Urziceni-Hirsova 601 200\n",
      "808 Arad-Sibiu-Rimnicu-Pitesti-Bucharest-Giurgiu 508 300\n",
      "818 Arad-Timisoara 118 700\n",
      "818 Arad-Timisoara 118 700\n",
      "929 Arad-Timisoara-Lugoj 229 700\n",
      "929 Arad-Timisoara-Lugoj 229 700\n",
      "945 Arad-Sibiu-Rimnicu-Pitesti-Bucharest-Urziceni-Vaslui 645 300\n",
      "945 Arad-Sibiu-Rimnicu-Pitesti-Bucharest-Urziceni-Vaslui 645 300\n",
      "986 Arad-Sibiu-Rimnicu-Craiova-Drobeta 486 500\n",
      "986 Arad-Sibiu-Rimnicu-Craiova-Drobeta 486 500\n",
      "987 Arad-Sibiu-Rimnicu-Pitesti-Bucharest-Urziceni-Hirsova-Eforie 687 300\n",
      "991 Arad-Sibiu-Oradea 291 700\n",
      "991 Arad-Sibiu-Oradea 291 700\n",
      "999 Arad-Timisoara-Lugoj-Mehadia 299 700\n",
      "999 Arad-Timisoara-Lugoj-Mehadia 299 700\n",
      "1137 Arad-Sibiu-Rimnicu-Pitesti-Bucharest-Urziceni-Vaslui-Iasi 737 400\n",
      "1137 Arad-Sibiu-Rimnicu-Pitesti-Bucharest-Urziceni-Vaslui-Iasi 737 400\n",
      "1524 Arad-Sibiu-Rimnicu-Pitesti-Bucharest-Urziceni-Vaslui-Iasi-Neamt 824 700\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 960x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import random\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "\n",
    "import networkx as nx\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "from collections import deque\n",
    "\n",
    "class Thing:\n",
    "    def __init__(self, name=''):\n",
    "        self.name = name\n",
    "    def __repr__(self):\n",
    "        return self.name\n",
    "\n",
    "class Problem(Thing):\n",
    "    def __init__(self, name):\n",
    "        super().__init__(name)\n",
    "\n",
    "class Node(Thing):\n",
    "    def __init__(self, name, children=None, loc=None, state=-1, order=-1):\n",
    "        super().__init__(name)\n",
    "        self.children = children if children is not None else {}\n",
    "        self.loc = loc\n",
    "        self.state = state\n",
    "        self.order = order\n",
    "    def add_child(self, child_name, child_weight):\n",
    "        self.children[child_name] = child_weight\n",
    "\n",
    "class Graph(Thing):\n",
    "    def __init__(self, name):\n",
    "        super().__init__(name)\n",
    "        self.node_list = []\n",
    "        self.node_map = {}\n",
    "\n",
    "    def add_node(self, node):\n",
    "        self.node_list.append(node)  # 如果我们希望node实际有一个位置属性，这里可变\n",
    "        self.node_map[node.name] = node\n",
    "\n",
    "    def draw(self, font_size=10, k_layout=0.1):\n",
    "        plt.rcdefaults()\n",
    "        plt.rcParams['figure.dpi'] = 150\n",
    "        g = nx.DiGraph()\n",
    "        # g = nx.Graph()\n",
    "        edges = []\n",
    "        edges_map = {}\n",
    "        for node in self.node_list:\n",
    "            for key, val in node.children.items():\n",
    "                edges.append((node.name, key, 1 / val))\n",
    "                edges_map[(node.name, key)] = val\n",
    "        g.add_weighted_edges_from(edges)\n",
    "        # {'':(x,y)}\n",
    "        pos_map = {}\n",
    "        nodes_label = {}\n",
    "        for node in self.node_list:\n",
    "            if node.loc is not None:\n",
    "                pos_map[node.name] = node.loc\n",
    "            nodes_label[node.name] = node.name + \"\\n\" + str(node.state) + \":\" + str(node.order)\n",
    "        # print(pos_map)\n",
    "\n",
    "\n",
    "\n",
    "        rand_seed = random.randint(1, 1000)\n",
    "        if len(pos_map) > 0:\n",
    "            locs = nx.spring_layout(g, pos=pos_map, fixed=pos_map.keys(), seed=rand_seed, k=k_layout)\n",
    "        else:\n",
    "            locs = nx.spring_layout(g, seed=rand_seed, k=k_layout)\n",
    "        # print(locs)\n",
    "        color_arr = []\n",
    "        for node_g in g.nodes:\n",
    "            color_arr.append(self.node_map[node_g].state)\n",
    "        nx.draw_networkx_nodes(g, pos=locs,\n",
    "                               node_size=800,\n",
    "                               node_color=color_arr,\n",
    "                               cmap=plt.cm.cool)  # { 1,2,3,4}\n",
    "        nx.draw_networkx_labels(g, pos=locs,\n",
    "                                labels=nodes_label,  # {'Arad': 'Arad\\nconst-n'}\n",
    "                                font_size=font_size,\n",
    "                                font_color='black')\n",
    "\n",
    "        nx.draw_networkx_edges(g, pos=locs,)\n",
    "        nx.draw_networkx_edge_labels(g, pos=locs,\n",
    "                                     edge_labels=edges_map,\n",
    "                                     font_size=font_size - 1)  # {(start, end):1}\n",
    "\n",
    "class RomaniaProblemGraph(Graph, Problem):\n",
    "    def __init__(self, name):\n",
    "        super().__init__(name)\n",
    "        romania_nodes = pd.read_csv(\"./data/romania_nodes.csv\")  # 此处读入数据文件时在双引号中输入数据文件保存在电脑中的路径，注意用斜杠/\n",
    "        romania_edges = pd.read_csv(\"./data/romania_edges.csv\")\n",
    "        for idx, (s, e, w) in romania_edges.iterrows():\n",
    "            self.add_edge((s, e, w))\n",
    "        for idx, (s, x, y) in romania_nodes.iterrows():\n",
    "            if not np.isnan(x) or not np.isnan(y):\n",
    "                self.node_map[s].loc = (x, y)\n",
    "\n",
    "    def add_edge(self, edge):\n",
    "        if edge[0] in self.node_map:\n",
    "            node_0 = self.node_map[edge[0]]\n",
    "        else:\n",
    "            node_0 = Node(edge[0])\n",
    "            self.add_node(node_0)\n",
    "        if edge[1] in self.node_map:\n",
    "            node_1 = self.node_map[edge[1]]\n",
    "        else:\n",
    "            node_1 = Node(edge[1])\n",
    "            self.add_node(node_1)\n",
    "        node_0.add_child(node_1.name, edge[2])\n",
    "        node_1.add_child(node_0.name, edge[2])\n",
    "\n",
    "problem = RomaniaProblemGraph('Bucharest')\n",
    "problem.draw(font_size=7, k_layout=0.3)\n",
    "\n",
    "bx, by = problem.node_map['Bucharest'].loc[0], problem.node_map['Bucharest'].loc[1]\n",
    "for node in problem.node_list:\n",
    "    disx, disy = node.loc[0] - bx, node.loc[1] - by\n",
    "    node.hx = np.sqrt(disx * disx + disy * disy)\n",
    "    print(node.name, node.hx)\n",
    "\n",
    "# A*\n",
    "problem = RomaniaProblemGraph(\"Bucharest\")\n",
    "bx, by = problem.node_map['Bucharest'].loc[0], problem.node_map['Bucharest'].loc[1]\n",
    "for node in problem.node_list:\n",
    "    disx, disy = np.abs(node.loc[0] - bx), np.abs(node.loc[1] - by)\n",
    "    # node.hx = np.sqrt(disx*disx + disy*disy)*100  # 原始的欧几里得距离计算\n",
    "    node.hx = (disx*disx+disy*disy)*10\n",
    "    node.hx = (disx if disx > disy else disy) * 100  # 选择 x 或 y 方向上的较大绝对距离\n",
    "\n",
    "unvisited_nodes = []\n",
    "unvisited_nodes.append(problem.node_map['Arad'])\n",
    "\n",
    "problem.node_map['Arad'].state = 0\n",
    "problem.node_map['Arad'].path = \"Arad\"\n",
    "order = 1\n",
    "\n",
    "while len(unvisited_nodes) > 0:\n",
    "    unvisited_nodes.sort(key=lambda n: -(n.state + n.hx))\n",
    "    visiting_node = unvisited_nodes.pop()\n",
    "    visiting_node.order = order\n",
    "    order = order + 1\n",
    "\n",
    "    for child_name, path_cost in visiting_node.children.items():\n",
    "        child_node = problem.node_map[child_name]\n",
    "        if child_node.state == -1:\n",
    "            child_node.state = visiting_node.state + path_cost\n",
    "            child_node.path = visiting_node.path + \"-\" + child_node.name\n",
    "            unvisited_nodes.append(child_node)\n",
    "        print(str(visiting_node.state + visiting_node.hx)[:4],visiting_node.path,visiting_node.state,visiting_node.hx)\n",
    "problem.draw(font_size=7,k_layout=0.3)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "ae89c8d8-67e2-4daf-bbd3-8b999432d789",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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